{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "bfc918e4-540b-4fd1-b92e-46634e61cb45"
    }
   },
   "source": [
    "# Dnn - A Hands-on Challenge - Home Work 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "8f49fded-ff85-425b-9cc0-617fecd66bd7"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import scipy.stats as stats\n",
    "%matplotlib inline\n",
    "%qtconsole\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "39ad9743-7867-4244-a644-75f7cdf48ab5"
    }
   },
   "source": [
    "# Load data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "36654ce0-6c7c-4b91-8d6b-64559df140b4"
    }
   },
   "outputs": [],
   "source": [
    "def resample(x):\n",
    "    return x.reset_index(level=['ConnectionID'], drop=True).resample(str(15) + 'min', label='right').last().ffill()\n",
    "\n",
    "glucose = pd.read_pickle('GlucoseValues.df')\n",
    "glucose = glucose.sort_index().groupby(level='ConnectionID').apply(resample)\n",
    "\n",
    "blood = pd.read_pickle('BloodTests.df')\n",
    "measurements = pd.read_pickle('Measurements.df')\n",
    "bac = pd.read_pickle('BacterialSpecies.df')\n",
    "\n",
    "exercise = pd.read_pickle('Exercises.df')\n",
    "test_food = pd.read_pickle('TestFoods.df')\n",
    "meals = pd.read_pickle('Meals.df')\n",
    "sleep = pd.read_pickle('Sleep.df')\n",
    "\n",
    "x_y = pd.read_pickle('x_y.df')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "4332ebb2-39f4-4b8f-8bbd-e66301be57e8"
    }
   },
   "source": [
    "# Glucose \n",
    "## Time series of glucose of a random person : plot curve for each day "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "919b92cc-1495-4301-9c2d-1146a4120c42"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e858696d8>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ZuXMnnTp1AiAtLY0+ffrQuHFjXnvtNbKzs5k3bx779u0jLi4Od/crJtzcuXPJ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\nFYTnAXWwSs+9kXUsu0/PGmP8gTeB6sB6YLAUU8O5KCPajMhZLOjl4cULm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nt4/vnnSU1N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\nM7N+cOFsZmZmZtYPLpzNzMzMzPrh/wHWZG7OdBxo/QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e85826e80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# pick connection id \n",
    "n = (x_y.index.get_level_values(0).unique().shape[0])\n",
    "con_id = np.random.randint(n)\n",
    "glucose_con_id = glucose.loc[con_id]\n",
    "\n",
    "\n",
    "# Arrange the glucose to fit 24 hours for each day \n",
    "\n",
    "day2list = lambda group: group.reindex(pd.date_range(group.index[0].date(), periods=24*2, freq='30min'))\n",
    "glucose_per_day = glucose_con_id.groupby(glucose_con_id.index.day, sort=False).apply(day2list)\n",
    "glucose_per_day = glucose_per_day.fillna(0)\n",
    "\n",
    "# plot glucose levels \n",
    "\n",
    "ids = glucose_per_day.index.get_level_values(0).unique()\n",
    "x = glucose_per_day.loc[ids[0]].index.time\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(1,1,1)\n",
    "for i in ids:\n",
    "    y = glucose_per_day.loc[i].values.flatten()\n",
    "    ax.plot(x, y,label= glucose_per_day.loc[i].index[0].date())\n",
    "plt.setp(ax.xaxis.get_majorticklabels(), rotation=90)\n",
    "ax.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
    "plt.ylabel('Glucose value')\n",
    "plt.title(\"Glucose levels of connection Id: {}\".format(con_id))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "970c4555-5343-4b6a-9b4c-db9d26d07426"
    }
   },
   "source": [
    "## Histogram of diffrences in glucose level "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "238d4548-23aa-4023-a9fe-f69f52ee7fc1"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e893ddd68>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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ozsl9wC6isduldeYRERGRnNVVfLj7H4+gzTJg2TDb9wCL4mWoNs8RX1BsmDZP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\nwO3jlEskdwMnMLYCdwFXFNspqVt6xEr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      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e858244a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ES0VFBRUVFfXSqnP4ixqHYGUxUAf0SUnvAyzIcM6CDPmXuXttuhPcfZ2ZvQ4M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\notmsSJKkotmsSJKkotmsSJKkov0CEyqlJzWua6cAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e81020748>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "group2differences = lambda group: (group.shift(-int(60 / 15)) - group)\n",
    "glucose_differences = (glucose.groupby(level='ConnectionID').apply(group2differences)).dropna()\n",
    "glucose_differences.hist(bins=np.linspace(-80,80,100))\n",
    "glucose_differences.plot(bins=np.linspace(-80,80,100))\n",
    "plt.title('Differences in glucose (1 hour)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "9e4ee691-4dcd-4a9d-8668-61f7da3f4d83"
    }
   },
   "source": [
    "# Bacterial Species\n",
    "## Plotting number of bac per person and number of persons per bac"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "24c7b0ac-a4ed-4d79-8a14-0cdbdce2b637"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e85cc7320>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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yFpdGsRMRkVFpFLvRaRQ7EZF8aBQ7ERERERGRSaIOkoiIiIiISEodpCB9fX15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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e8570dd68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bac = pd.read_pickle('BacterialSpecies.df')\n",
    "num_of_bac = bac.columns.shape[0]\n",
    "num_of_people = bac.index.shape[0]\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "bac.count(0).hist(bins=np.linspace(0,num_of_people,100), ax=ax1)\n",
    "ax1.set_title(\"# of people per bac\")\n",
    "ax1.set_xlabel(\"# of people\")\n",
    "\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "bac.count(1).hist(bins=np.linspace(0,num_of_bac,100), ax=ax2)\n",
    "ax2.set_title(\"# of bac per person\")\n",
    "ax2.set_xlabel(\"# of bac\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "05cfd4d4-cba9-4f51-8ecd-eadb74d6ee51"
    }
   },
   "outputs": [],
   "source": [
    "# Given a data frame returns the name of the row that is most similar to gaussian distribution\n",
    "def get_most_normal_feature(df):\n",
    "    df_noormalized = (df - df.mean()) / df.std()\n",
    "\n",
    "    column2pvalue = lambda column: stats.stats.kstest((column.dropna()), cdf='norm')[1]\n",
    "    return df_noormalized.apply(column2pvalue).argmax()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "3976dc39-69dd-4e0d-ae89-280c65135738"
    }
   },
   "source": [
    "# Blood tests  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "fc139b21-4aa0-49e3-b77a-60572ebff8d5"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e862d0be0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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orkjWRnGQYeOlP68qx7mbonNZSXF70eod1GSEHnpIly8PpcziKLdwyiyOcksrtClYTPEj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\nQG5uAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e81020470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "blood = pd.read_pickle('BloodTests.df')\n",
    "\n",
    "feature_name = get_most_normal_feature(blood)\n",
    "blood[feature_name].hist(bins = 30)\n",
    "plt.title('Histogram of: {}'.format(feature_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "0f2774ec-72c2-4515-8e7f-3e8d55cb7a1f"
    }
   },
   "source": [
    "# Measurments\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "27213e22-4e2e-452c-ae82-700c6076c810"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e85a7eb38>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Ba4GzgPuAvwR2mtnCEMIT065Waq3ZbLJgwUJGR7vbTDh79hz27h1WoyAiMkWZmoQQwvc7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\nqdQkiIiISKr/D5apGhmEmULLAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e8644efd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "measurements = pd.read_pickle('Measurements.df')\n",
    "measurements = measurements._get_numeric_data()\n",
    "feature_name = get_most_normal_feature(measurements)\n",
    "measurements[feature_name].hist(bins = 30)\n",
    "plt.title('Histogram of: {}'.format(feature_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "4569526d-bafd-4531-9b56-b11e9ffaea6f"
    }
   },
   "source": [
    "# Meals \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "86713c67-0d96-4524-acc1-69cb34d86b41"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e871fd860>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Yu2e6wTyY2Wygp6enh9mzZxcdh2q1OugXV/PQQw9x0kl/yhNP/KblNg45ZCo7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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e857dedd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "meals = pd.read_pickle('Meals.df')\n",
    "\n",
    "meals_per_day = meals['Timestamp'].reset_index().groupby([pd.Grouper(key='ConnectionID'),pd.Grouper(key='Timestamp',freq='1D')]).count()\n",
    "meals_per_day.columns = ['NumOfMeals']\n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "meals_per_day.hist(bins=35, ax=ax1)\n",
    "ax1.set_title(\"# of meals per day\")\n",
    "\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "meals_per_day.groupby(level='ConnectionID').mean().hist(bins=35, ax=ax2)\n",
    "ax2.set_title('Mean # of meals per person')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e97f06ac8>"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uZGSkpvyqq65yF110UU3Ztm3b3KJFi9zdd99dU3799de7c889d1K2s846qy3z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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e97691dd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kcal_sum_per_day=meals.reset_index().groupby([pd.Grouper(key='ConnectionID'),pd.Grouper(key='Timestamp',freq='1D')]).sum()\n",
    "\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, sharex=True, figsize=(10,5))\n",
    "kcal_sum_per_day['Energy_kcal'].hist(bins=100, ax=axes[0])\n",
    "axes[0].set_title(\"Sum of Energy_kcal per day\")\n",
    "\n",
    "kcal_sum_per_day['Energy_kcal'].groupby(level='ConnectionID').mean().hist(bins=100, ax=axes[1])\n",
    "axes[1].set_title('Sum of Energy_kcal per day per person')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "402e3657-568b-4f86-b9ff-3ec4af1a9f82"
    }
   },
   "source": [
    "## Exercise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "a0f56436-228f-472a-954a-3e8da7718108"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e875edba8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A8pR58+ZVHaEjyl+9uvdB+UVG+spXrsPsWW3ve/zxO7j11p9x2WXf2KKZIo51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\niIiIFKDBk4iIiIiISAH/H4T/LOz24tlnAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e85871400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exercise = pd.read_pickle('Exercises.df')\n",
    "\n",
    "exercise_per_day = exercise['Timestamp'].reset_index().groupby([pd.Grouper(key='ConnectionID'),pd.Grouper(key='Timestamp',freq='1D')]).count()\n",
    "exercise_per_day.columns = ['NumOfExercise']\n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "exercise_per_day.hist(bins=35, ax=ax1)\n",
    "ax1.set_title(\"# of exercise per day\")\n",
    "\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "mean_exercise_per_id = exercise_per_day.groupby(level='ConnectionID').apply(lambda x: np.divide(np.sum(x),6))\n",
    "con_id_x_y = set(x_y.index.get_level_values('ConnectionID').unique())\n",
    "con_id_exercise = set(exercise.index.get_level_values('ConnectionID').unique())\n",
    "no_exercise_con_id = con_id_x_y-con_id_exercise\n",
    "mean_exercise_per_id = mean_exercise_per_id.append(pd.DataFrame(data={'NumOfExercise':0},index=no_exercise_con_id))\n",
    "\n",
    "mean_exercise_per_id.hist(bins=35, ax=ax2)\n",
    "ax2.set_title('Mean # of exercise per person')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "65505122-8b67-4f67-bf62-3c8d01507928"
    }
   },
   "source": [
    "## Sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "7390555e-35bf-4161-ade5-ba00488389cc"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x19e858789e8>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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jl4/i/d5C+OPz5Pop5gBm9teRuiPty+r9xzRyRyOyCRUOJQwsylBZf+nuPwJ+BHzKzF5H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\nSZIkSSX+P0lJwjcx2z3AAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x19e87b42a90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sleep = pd.read_pickle('Sleep.df')\n",
    "sleep = sleep.dropna()\n",
    "\n",
    "sleep['wakeup_time'] = sleep['wakeup_time'].values.astype('datetime64[ns]')\n",
    "sleep['sleep_time'] = sleep['sleep_time'].values.astype('datetime64[ns]')\n",
    "sleep['duration'] = sleep['wakeup_time'] - sleep['sleep_time']\n",
    "\n",
    "sleep_per_day =sleep.reset_index().groupby([pd.Grouper(key='ConnectionID'),pd.Grouper(key='wakeup_time',freq='1D')]).apply(lambda x : np.sum(x.duration))\n",
    "sleep_per_day = pd.DataFrame(sleep_per_day,columns=['Duration'])\n",
    "sleep_per_day['Duration_hours'] = sleep_per_day['Duration'].apply(lambda x: x.seconds//3600)\n",
    "sleep_per_day['Duration_minutes'] =  sleep_per_day['Duration'].apply(lambda x: (x.seconds//60))\n",
    "\n",
    "fig = plt.figure(figsize=(10,5))\n",
    "bins = np.linspace(0, 25, 26)\n",
    "\n",
    "ax1 = fig.add_subplot(1,2,1)\n",
    "sleep_per_day['Duration_hours'].hist(bins=bins, ax=ax1)\n",
    "ax1.set_title(\"Duration of sleep per day\")\n",
    "ax1.set_xlabel(\"Hours\")\n",
    "\n",
    "ax2 = fig.add_subplot(1,2,2)\n",
    "mean_sleep_per_id = sleep_per_day['Duration_hours'].groupby(level='ConnectionID').apply(lambda x: np.divide(np.sum(x),6))\n",
    "mean_sleep_per_id.hist(bins=bins, ax=ax2)\n",
    "ax2.set_title(\"Mean duration of sleep per person\")\n",
    "ax2.set_xlabel(\"Hours\")\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "4863d36e-11b8-4ba3-855a-d8f4c3b9ab88"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
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